Yotam Eshel, Noam Cohen, Kira Radinsky, Shaul Markovitch, Ikuda Yamada...
TL;DR本文主要介绍了一种基于神经模型和样本采集技术的 Named Entity Disambiguation 方法，使用 WikilinksNED 数据集进行训练与测试，并且在 embedding 初始化方面做了一些优化，取得显著的性能提升。
Abstract
We address the task of named entity disambiguation (NED) for noisy text. We present wikilinksned, a large-scale NED dataset of text fragments from the web, which is significantly noisier and more challenging than